{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. Uploading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "use \"https://github.com/worldbank/Stata-IE-Visual-Library/raw/develop/Library/Scatter%20plots/Scatter%20plot%20with%20fitted%20line/data.dta\", clear"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Creating the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "This front-end cannot display the desired image type."
      ]
     },
     "metadata": {
      "image/png": {
       "height": 436,
       "width": 600
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "twoway \t(scatter revenue area_cult if post == 0, msize(vsmall) mcolor(gs14)) ///\n",
    "\t(lfit revenue area_cult if post == 0, color(gs12)) ///\n",
    "\t(scatter revenue area_cult if post == 1, msize(vsmall) mcolor(stone)) ///\n",
    "\t(lfit revenue area_cult if post == 1, color(sand)), ///\n",
    "\tytitle(Agriculture revenue (BRL thousands)) ///\n",
    "\txtitle(Cultivated area) ///\n",
    "\tlegend(order(2 \"Pre-treatment\" 4 \"Post-treatment\")) ///\n",
    "\tbgcolor (white) graphregion(color(white))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Exporting the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "qui gr export \"figure.png\", width(5000) replace"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Stata",
   "language": "stata",
   "name": "stata"
  },
  "language_info": {
   "file_extension": ".do",
   "mimetype": "text/x-stata",
   "name": "stata"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
